{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# SKATER\n", "\n", "## Spatial 'K'luster Analysis by Tree Edge Removal: Clustering Airbnb Spots in Chicago\n", "\n", "\n", "\n", "Authors: [Xin Feng](https://github.com/xf37), [James Gaboardi](https://github.com/jGaboardi)\n", "\n", "----------------------\n", "\n", "The tutorial is broken out as follows:\n", "\n", "1. An explanation of the SKATER algorithm\n", "2. Supporting data: Airbnb Spots in Chicago\n", "3. Understanding parameters\n", "4. Regionalization\n", "5. Exploring parameters" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2023-01-09T17:25:01.757850Z", "start_time": "2023-01-09T17:25:01.717707Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:11:06.476039Z", "iopub.status.busy": "2023-12-10T19:11:06.475805Z", "iopub.status.idle": "2023-12-10T19:11:06.512948Z", "shell.execute_reply": "2023-12-10T19:11:06.512022Z", "shell.execute_reply.started": "2023-12-10T19:11:06.476008Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: 2023-12-10T14:11:06.498766-05:00\n", "\n", "Python implementation: CPython\n", "Python version : 3.12.0\n", "IPython version : 8.18.0\n", "\n", "Compiler : Clang 15.0.7 \n", "OS : Darwin\n", "Release : 23.1.0\n", "Machine : x86_64\n", "Processor : i386\n", "CPU cores : 8\n", "Architecture: 64bit\n", "\n" ] } ], "source": [ "%config InlineBackend.figure_format = \"retina\"\n", "%load_ext watermark\n", "%watermark" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2023-01-09T17:25:03.900533Z", "start_time": "2023-01-09T17:25:01.760616Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:11:06.517117Z", "iopub.status.busy": "2023-12-10T19:11:06.516613Z", "iopub.status.idle": "2023-12-10T19:11:08.545197Z", "shell.execute_reply": "2023-12-10T19:11:08.544356Z", "shell.execute_reply.started": "2023-12-10T19:11:06.517059Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Watermark: 2.4.3\n", "\n", "matplotlib: 3.8.2\n", "numpy : 1.26.2\n", "pandas : 2.1.3\n", "libpysal : 4.9.2\n", "geopandas : 0.14.1\n", "shapely : 2.0.2\n", "sklearn : 1.3.2\n", "spopt : 0.5.1.dev53+g5cadae7\n", "\n" ] } ], "source": [ "import geopandas\n", "import libpysal\n", "import matplotlib.pyplot as plt\n", "import numpy\n", "import pandas\n", "import shapely\n", "from sklearn.metrics import pairwise as skm\n", "import spopt\n", "import warnings\n", "\n", "%matplotlib inline\n", "%watermark -w\n", "%watermark -iv" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## 1. An explanation of the *SKATER* algorithm\n", "\n", "\n", "*SKATER* ([Assunção et al. 2006](https://doi.org/10.1080/13658810600665111)) is a constrained spatial regionalization algorithm based on spanning tree pruning. The number of edges is pre-specified to be cut in a continuous tree to group spatial units into contiguous regions. \n", "\n", "The first step of *SKATER* is to create a connectivity graph that captures the neighbourhood relationship between the spatial objects. The cost of each edge in the graph is inversely proportional to the similarity between the regions it joins. The neighbourhood is structured by a [minimum spanning tree](https://en.wikipedia.org/wiki/Minimum_spanning_tree) (MST), which is a connected tree with no circuits. The next step is to partition the MST by successive removal of edges that link dissimilar regions. The final result is the division of the spatial objects into connected regions that have maximum internal homogeneity.\n", "\n", "* **RM Assunção, MC Neves, G Câmara, and C da Costa Freitas**. *Efficient regionalization techniques for socio-economic geographical units using minimum spanning trees*. International Journal of Geographical Information Science, 20(7):797–811, 2006. doi: [10.1080/13658810600665111](https://doi.org/10.1080/13658810600665111).\n", "\n", "\n", "\n", "See also [Dmitry Shkolnik's tutorial](https://www.dshkol.com/post/spatially-constrained-clustering-and-regionalization/) of the *SKATER* algorithm implemented in Roger Bivand's `R` package, [spdep](https://r-spatial.github.io/spdep/index.html).\n", "\n", "-----------------\n", "\n", "## 2. Supporting data: Airbnb Spots in Chicago\n", "\n", "To illustrate `Skater` we utilize data on Airbnb spots in Chicago, which can be downloaded from [libpysal.examples](https://pysal.org/notebooks/lib/libpysal/Example_Datasets.html). The data is broken down into 77 communites in Chicago, Illinois from 2015, where a number of attributes are listed for each community." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2023-01-09T17:25:03.913881Z", "start_time": "2023-01-09T17:25:03.907252Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:11:08.547124Z", "iopub.status.busy": "2023-12-10T19:11:08.546405Z", "iopub.status.idle": "2023-12-10T19:11:08.552367Z", "shell.execute_reply": "2023-12-10T19:11:08.551788Z", "shell.execute_reply.started": "2023-12-10T19:11:08.547095Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "libpysal.examples.load_example(\"AirBnB\")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2023-01-09T17:25:04.088987Z", "start_time": "2023-01-09T17:25:03.916339Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:11:08.553858Z", "iopub.status.busy": "2023-12-10T19:11:08.553561Z", "iopub.status.idle": "2023-12-10T19:11:08.760965Z", "shell.execute_reply": "2023-12-10T19:11:08.760085Z", "shell.execute_reply.started": "2023-12-10T19:11:08.553841Z" } }, "outputs": [ { "data": { "text/plain": [ "(77, 21)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "chicago = geopandas.read_file(libpysal.examples.get_path(\"airbnb_Chicago 2015.shp\"))\n", "chicago.shape" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2023-01-09T17:25:04.097342Z", "start_time": "2023-01-09T17:25:04.091196Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:11:08.763052Z", "iopub.status.busy": "2023-12-10T19:11:08.762344Z", "iopub.status.idle": "2023-12-10T19:11:08.770179Z", "shell.execute_reply": "2023-12-10T19:11:08.769242Z", "shell.execute_reply.started": "2023-12-10T19:11:08.762978Z" } }, "outputs": [ { "data": { "text/plain": [ "community DOUGLAS\n", "shape_area 46004621.1581\n", "shape_len 31027.0545098\n", "AREAID 35\n", "response_r 98.771429\n", "accept_r 94.514286\n", "rev_rating 87.777778\n", "price_pp 78.157895\n", "room_type 1.789474\n", "num_spots 38\n", "poverty 29.6\n", "crowded 1.8\n", "dependency 30.7\n", "without_hs 14.3\n", "unemployed 18.2\n", "income_pc 23791\n", "harship_in 47\n", "num_crimes 5013\n", "num_theft 1241\n", "population 18238\n", "geometry POLYGON ((-87.60914087617012 41.84469250346108...\n", "Name: 0, dtype: object" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "chicago.loc[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can visualize the data by plotting the number of Airbnb spots in each community in the sample, using a quintile classification:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2023-01-09T17:25:04.442888Z", "start_time": "2023-01-09T17:25:04.099699Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:11:08.771893Z", "iopub.status.busy": "2023-12-10T19:11:08.771221Z", "iopub.status.idle": "2023-12-10T19:11:09.122698Z", "shell.execute_reply": "2023-12-10T19:11:09.121961Z", "shell.execute_reply.started": "2023-12-10T19:11:08.771869Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 682, "width": 562 } }, "output_type": "display_data" } ], "source": [ "chicago.plot(\n", " figsize=(7, 14),\n", " column=\"num_spots\",\n", " scheme=\"Quantiles\",\n", " cmap=\"GnBu\",\n", " edgecolor=\"grey\",\n", " legend=True\n", ").axis(\"off\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---------------------------------------\n", "\n", "## 3. Understanding parameters\n", "\n", "With Skater, we can cluster these 77 communities into 5 regions such that each region consists of at least 5 communities. The homogeneity of the number of Airbnb spots per community within the regions is maximized.\n", "\n", "We first define the variable that will be used to measure regional homogeneity, which is the number of Airbnb spots in this case." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2023-01-09T17:25:04.448379Z", "start_time": "2023-01-09T17:25:04.445322Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:11:09.126902Z", "iopub.status.busy": "2023-12-10T19:11:09.126476Z", "iopub.status.idle": "2023-12-10T19:11:09.130358Z", "shell.execute_reply": "2023-12-10T19:11:09.129407Z", "shell.execute_reply.started": "2023-12-10T19:11:09.126879Z" } }, "outputs": [], "source": [ "attrs_name = [\"num_spots\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we specify a number of other parameters that will serve as input to the `skater` model, including the spatial weights (to describe the relationship between the spatial objects), the number of regions to include in the solution, the minimal threshold of spatial objects in each region, etc.\n", "\n", "A [spatial weights object](https://pysal.org/libpysal/tutorial.html) describes the spatial connectivity of the spatial objects:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2023-01-09T17:25:04.635888Z", "start_time": "2023-01-09T17:25:04.450939Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:11:09.131761Z", "iopub.status.busy": "2023-12-10T19:11:09.131265Z", "iopub.status.idle": "2023-12-10T19:11:09.326148Z", "shell.execute_reply": "2023-12-10T19:11:09.325205Z", "shell.execute_reply.started": "2023-12-10T19:11:09.131739Z" } }, "outputs": [], "source": [ "w = libpysal.weights.Queen.from_dataframe(chicago, use_index=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The number of contiguous regions that we would like to group spatial units into:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2023-01-09T17:25:04.641192Z", "start_time": "2023-01-09T17:25:04.638276Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:11:09.328010Z", "iopub.status.busy": "2023-12-10T19:11:09.327661Z", "iopub.status.idle": "2023-12-10T19:11:09.331528Z", "shell.execute_reply": "2023-12-10T19:11:09.330758Z", "shell.execute_reply.started": "2023-12-10T19:11:09.327989Z" } }, "outputs": [], "source": [ "n_clusters = 5" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The minimum number of spatial objects in each region:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2023-01-09T17:25:04.645471Z", "start_time": "2023-01-09T17:25:04.643293Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:11:09.332894Z", "iopub.status.busy": "2023-12-10T19:11:09.332520Z", "iopub.status.idle": "2023-12-10T19:11:09.336643Z", "shell.execute_reply": "2023-12-10T19:11:09.335924Z", "shell.execute_reply.started": "2023-12-10T19:11:09.332872Z" } }, "outputs": [], "source": [ "floor = 5" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " `trace` is a bool denoting whether to store intermediate labelings as the tree gets pruned." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2023-01-09T17:25:04.653506Z", "start_time": "2023-01-09T17:25:04.651309Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:11:09.338572Z", "iopub.status.busy": "2023-12-10T19:11:09.338149Z", "iopub.status.idle": "2023-12-10T19:11:09.344727Z", "shell.execute_reply": "2023-12-10T19:11:09.343373Z", "shell.execute_reply.started": "2023-12-10T19:11:09.338541Z" } }, "outputs": [], "source": [ "trace = False" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `islands` keyword argument describes what is to be done with islands. It can be set to either `'ignore'`, which will treat each island as its own region when solving for `n_clusters` regions, or `'increase'`, which will consider each island as its own region and add to `n_clusters` regions." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2023-01-09T17:25:04.657854Z", "start_time": "2023-01-09T17:25:04.655383Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:11:09.346905Z", "iopub.status.busy": "2023-12-10T19:11:09.346437Z", "iopub.status.idle": "2023-12-10T19:11:09.350901Z", "shell.execute_reply": "2023-12-10T19:11:09.350203Z", "shell.execute_reply.started": "2023-12-10T19:11:09.346866Z" } }, "outputs": [], "source": [ "islands = \"increase\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also specify some keywords as input to the spanning forest algorithm, including:\n", "\n", "* **dissimilarity**\n", " * A callable distance metric, with the default as [sklearn.metrics.pairwise.manhattan_distances](https://scikit-learn.org/stable/modules/generated/sklearn.metrics.pairwise.manhattan_distances.html).\n", "* **affinity**\n", " * A callable affinity metric between 0 and 1, which is inverted to provide a dissimilarity metric. No metric is provided as a default (`None`). If `affinity` is desired, `dissimilarity` ***must*** explicitly be set to `None`. \n", "* **reduction**\n", " * The reduction applied over all clusters to provide the map score, with the default as [numpy.sum()](https://numpy.org/doc/stable/reference/generated/numpy.sum.html).\n", "* **center**\n", " * The method for computing the center of each region in attribute space with the default as [numpy.mean()](https://numpy.org/doc/stable/reference/generated/numpy.mean.html).\n", "* **verbose**\n", " * A flag for how much output to provide to the user in terms of print statements and progress bars. Set to `1` for minimal output and `2` for full output. The default is `False`, which provides no output.\n", "\n", "See ``spopt.region.skater.SpanningForest`` for documentation." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2023-01-09T17:25:04.662994Z", "start_time": "2023-01-09T17:25:04.660231Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:11:09.352519Z", "iopub.status.busy": "2023-12-10T19:11:09.351955Z", "iopub.status.idle": "2023-12-10T19:11:09.356210Z", "shell.execute_reply": "2023-12-10T19:11:09.355416Z", "shell.execute_reply.started": "2023-12-10T19:11:09.352478Z" } }, "outputs": [], "source": [ "spanning_forest_kwds = dict(\n", " dissimilarity=skm.manhattan_distances,\n", " affinity=None,\n", " reduction=numpy.sum,\n", " center=numpy.mean,\n", " verbose=2\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Regionalization\n", "\n", "\n", "The model can then be instantiated and solved:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2023-01-09T17:25:05.025353Z", "start_time": "2023-01-09T17:25:04.665394Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:11:09.358008Z", "iopub.status.busy": "2023-12-10T19:11:09.357574Z", "iopub.status.idle": "2023-12-10T19:11:09.746014Z", "shell.execute_reply": "2023-12-10T19:11:09.745044Z", "shell.execute_reply.started": "2023-12-10T19:11:09.357961Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Computing Affinity Kernel took 0.00s\n", "Computing initial MST took 0.00s\n", "Computing connected components took 0.00s.\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "23e5bae71c6d4f3f9d9adab4a000c0f8", "version_major": 2, "version_minor": 0 }, "text/plain": [ "finding cut...: 0%| | 0/76 [00:00" ] }, "metadata": { "image/png": { "height": 682, "width": 562 } }, "output_type": "display_data" } ], "source": [ "chicago.plot(\n", " figsize=(7, 14), column=\"demo_regions\", categorical=True, edgecolor=\"w\"\n", ").axis(\"off\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The model solution results in five regions, two of which have five communities, one with six, one with seven, and one with fifty-four." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2023-01-09T17:25:05.289596Z", "start_time": "2023-01-09T17:25:05.276113Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:11:09.998212Z", "iopub.status.busy": "2023-12-10T19:11:09.997785Z", "iopub.status.idle": "2023-12-10T19:11:10.011249Z", "shell.execute_reply": "2023-12-10T19:11:10.010524Z", "shell.execute_reply.started": "2023-12-10T19:11:09.998182Z" } }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " count\n", "demo_regions \n", "0 5\n", "1 54\n", "2 7\n", "3 5\n", "4 6" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "chicago[\"count\"] = 1\n", "chicago[[\"demo_regions\", \"count\"]].groupby(by=\"demo_regions\").count()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "--------------------------------\n", "\n", "## 5. Exploring parameters\n", "\n", "There are myriad parameter combinations that can be passed in for regionalizing with `Skater`. Here we will explore two combinations of parameters.\n", "\n", "* Increasing `n_clusters` while holding all other parameters constant\n", "* Increasing `floor` while holding all other parameters constant\n", "* Clustering on multiple variables\n", "\n", "### Increasing `n_clusters`\n", "\n", "Let's see how regionalization results differ when increasing `n_clusters` from 2 to 10 by increments of 2." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2023-01-09T17:25:05.296726Z", "start_time": "2023-01-09T17:25:05.291987Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:11:10.012757Z", "iopub.status.busy": "2023-12-10T19:11:10.012461Z", "iopub.status.idle": "2023-12-10T19:11:10.018299Z", "shell.execute_reply": "2023-12-10T19:11:10.017477Z", "shell.execute_reply.started": "2023-12-10T19:11:10.012731Z" } }, "outputs": [ { "data": { "text/plain": [ "[2, 4, 6, 8, 10]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "n_clusters_range = [2, 4, 6, 8, 10]\n", "n_clusters_range" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For each regionalization run we will hold the other parameters constant." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2023-01-09T17:25:05.303383Z", "start_time": "2023-01-09T17:25:05.299229Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:11:10.020205Z", "iopub.status.busy": "2023-12-10T19:11:10.019648Z", "iopub.status.idle": "2023-12-10T19:11:10.024417Z", "shell.execute_reply": "2023-12-10T19:11:10.023279Z", "shell.execute_reply.started": "2023-12-10T19:11:10.020175Z" } }, "outputs": [], "source": [ "floor, trace, islands = 5, False, \"increase\"\n", "spanning_forest_kwds = dict(\n", " dissimilarity=skm.manhattan_distances,\n", " affinity=None,\n", " reduction=numpy.sum,\n", " center=numpy.mean,\n", " verbose=False\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Solve." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2023-01-09T17:25:05.995505Z", "start_time": "2023-01-09T17:25:05.306262Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:11:10.026543Z", "iopub.status.busy": "2023-12-10T19:11:10.025832Z", "iopub.status.idle": "2023-12-10T19:11:11.087352Z", "shell.execute_reply": "2023-12-10T19:11:11.086664Z", "shell.execute_reply.started": "2023-12-10T19:11:10.026502Z" } }, "outputs": [], "source": [ "for ncluster in n_clusters_range:\n", " model = spopt.region.Skater(\n", " chicago,\n", " w,\n", " attrs_name,\n", " n_clusters=ncluster,\n", " floor=floor,\n", " trace=trace,\n", " islands=islands,\n", " spanning_forest_kwds=spanning_forest_kwds\n", " )\n", " model.solve()\n", " chicago[f\"clusters_{ncluster}\"] = model.labels_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot results." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "ExecuteTime": { "end_time": "2023-01-09T17:25:06.713347Z", "start_time": "2023-01-09T17:25:05.998314Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:11:11.089021Z", "iopub.status.busy": "2023-12-10T19:11:11.088559Z", "iopub.status.idle": "2023-12-10T19:11:11.824572Z", "shell.execute_reply": "2023-12-10T19:11:11.823719Z", "shell.execute_reply.started": "2023-12-10T19:11:11.088991Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 239, "width": 889 } }, "output_type": "display_data" } ], "source": [ "f, axarr = plt.subplots(1, len(n_clusters_range), figsize=(9, 7.5))\n", "for ix, clust in enumerate(n_clusters_range):\n", " label = f\"clusters_{clust}\"\n", " chicago.plot(column=label, ax=axarr[ix], cmap=\"tab20\")\n", " axarr[ix].set_title(label)\n", " axarr[ix].set_axis_off()\n", "plt.subplots_adjust(wspace=1, hspace=0.5)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Above we can see that regions become more dispersed and boundaries become more consistent as the number of desired clusters increases. Also, we can investigate the count of communities and the number of AirBnB spots per region, as shown below." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2023-01-09T17:25:06.770856Z", "start_time": "2023-01-09T17:25:06.715625Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:11:11.833192Z", "iopub.status.busy": "2023-12-10T19:11:11.832510Z", "iopub.status.idle": "2023-12-10T19:11:11.875312Z", "shell.execute_reply": "2023-12-10T19:11:11.874134Z", "shell.execute_reply.started": "2023-12-10T19:11:11.833161Z" } }, "outputs": [ { "data": { "text/html": [ "
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clusters_2clusters_4clusters_6clusters_8clusters_10
countnum_spotscountnum_spotscountnum_spotscountnum_spotscountnum_spots
region_id
072232111963523652365236
1527055442935143538538
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7------23456727
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9--------820
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" ], "text/plain": [ " clusters_2 clusters_4 clusters_6 \\\n", " count num_spots count num_spots count num_spots \n", "region_id \n", "0 72 2321 11 963 5 236 \n", "1 5 2705 54 429 35 143 \n", "2 - - 7 929 7 929 \n", "3 - - 5 2705 19 286 \n", "4 - - - - 5 2705 \n", "5 - - - - 6 727 \n", "6 - - - - - - \n", "7 - - - - - - \n", "8 - - - - - - \n", "9 - - - - - - \n", "\n", " clusters_8 clusters_10 \n", " count num_spots count num_spots \n", "region_id \n", "0 5 236 5 236 \n", "1 5 38 5 38 \n", "2 7 929 7 929 \n", "3 7 60 7 60 \n", "4 19 286 8 147 \n", "5 5 2705 11 139 \n", "6 6 727 5 2705 \n", "7 23 45 6 727 \n", "8 - - 15 25 \n", "9 - - 8 20 " ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "attr1, attr2 = \"count\", \"num_spots\"\n", "df = pandas.DataFrame(\n", " columns=pandas.MultiIndex.from_product(\n", " [[f\"clusters_{i}\" for i in n_clusters_range], [attr1, attr2]]\n", " ),\n", " index=range(10)\n", ")\n", "df.index.name = \"region_id\"\n", "for i in n_clusters_range:\n", " col = f\"clusters_{i}\"\n", " df[col, attr1] = chicago[[col, attr1]].groupby(by=col).count()[attr1]\n", " df[col, attr2] = chicago[[col, attr2]].groupby(by=col).sum()[attr2]\n", "df.fillna(0).astype(int).astype(str).replace(\"0\", \"-\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Increasing `floor`\n", "\n", "Next we'll increase `floor` from 3 to 15 by increments of 3." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "ExecuteTime": { "end_time": "2023-01-09T17:25:06.777433Z", "start_time": "2023-01-09T17:25:06.772996Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:11:11.877237Z", "iopub.status.busy": "2023-12-10T19:11:11.876892Z", "iopub.status.idle": "2023-12-10T19:11:11.881872Z", "shell.execute_reply": "2023-12-10T19:11:11.881083Z", "shell.execute_reply.started": "2023-12-10T19:11:11.877190Z" } }, "outputs": [ { "data": { "text/plain": [ "[3, 6, 9, 12, 15]" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "floor_range = [3, 6, 9, 12, 15]\n", "floor_range" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For each regionalization run we will hold the other parameters constant." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "ExecuteTime": { "end_time": "2023-01-09T17:25:06.782766Z", "start_time": "2023-01-09T17:25:06.779841Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:11:11.883406Z", "iopub.status.busy": "2023-12-10T19:11:11.883108Z", "iopub.status.idle": "2023-12-10T19:11:11.886971Z", "shell.execute_reply": "2023-12-10T19:11:11.886243Z", "shell.execute_reply.started": "2023-12-10T19:11:11.883387Z" } }, "outputs": [], "source": [ "n_clusters, trace, islands = 3, True, \"increase\"\n", "spanning_forest_kwds = dict(\n", " dissimilarity=None,\n", " affinity=skm.euclidean_distances,\n", " reduction=numpy.sum,\n", " center=numpy.std,\n", " verbose=False\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Solve." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "ExecuteTime": { "end_time": "2023-01-09T17:25:07.063658Z", "start_time": "2023-01-09T17:25:06.784729Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:11:11.888584Z", "iopub.status.busy": "2023-12-10T19:11:11.888045Z", "iopub.status.idle": "2023-12-10T19:11:12.182634Z", "shell.execute_reply": "2023-12-10T19:11:12.181937Z", "shell.execute_reply.started": "2023-12-10T19:11:11.888557Z" } }, "outputs": [], "source": [ "for floor in floor_range:\n", " model = spopt.region.Skater(\n", " chicago,\n", " w,\n", " attrs_name,\n", " n_clusters=n_clusters,\n", " floor=floor,\n", " trace=trace,\n", " islands=islands,\n", " spanning_forest_kwds=spanning_forest_kwds\n", " )\n", " with warnings.catch_warnings():\n", " # due to `affinity`\n", " warnings.filterwarnings(\n", " \"ignore\",\n", " category=RuntimeWarning,\n", " message=\"divide by zero encountered in log\",\n", " )\n", " model.solve()\n", " chicago[f\"floor_{floor}\"] = model.labels_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot results." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "ExecuteTime": { "end_time": "2023-01-09T17:25:07.817002Z", "start_time": "2023-01-09T17:25:07.066783Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:11:12.183681Z", "iopub.status.busy": "2023-12-10T19:11:12.183434Z", "iopub.status.idle": "2023-12-10T19:11:12.940683Z", "shell.execute_reply": "2023-12-10T19:11:12.939735Z", "shell.execute_reply.started": "2023-12-10T19:11:12.183656Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 239, "width": 889 } }, "output_type": "display_data" } ], "source": [ "f, axarr = plt.subplots(1, len(floor_range), figsize=(9, 7.5))\n", "for ix, floor in enumerate(floor_range):\n", " label = f\"floor_{floor}\"\n", " chicago.plot(column=label, ax=axarr[ix], cmap=\"tab20\")\n", " axarr[ix].set_title(label)\n", " axarr[ix].set_axis_off()\n", "plt.subplots_adjust(wspace=1, hspace=0.5)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Above we can see an interesting pattern. Boundaries are fixed when stipulating a minimum of 3 and 6 communities per region then the smallest region increases by 3 communities when stipulating `floor==9`. However, as the minimum number of communities is increased to 12 and 15 the location, shape, and rank of the 3 desired regions vary greatly. See the count of communities and the number of AirBnB spots per region below." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "ExecuteTime": { "end_time": "2023-01-09T17:25:07.862834Z", "start_time": "2023-01-09T17:25:07.819413Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:11:12.942476Z", "iopub.status.busy": "2023-12-10T19:11:12.942135Z", "iopub.status.idle": "2023-12-10T19:11:12.979566Z", "shell.execute_reply": "2023-12-10T19:11:12.978559Z", "shell.execute_reply.started": "2023-12-10T19:11:12.942452Z" } }, "outputs": [ { "data": { "text/html": [ "
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floor_3floor_6floor_9floor_12floor_15
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" ], "text/plain": [ " floor_3 floor_6 floor_9 floor_12 \\\n", " count num_spots count num_spots count num_spots count \n", "region_id \n", "0 52 2867 52 2867 52 2867 39 \n", "1 6 504 6 504 9 1440 13 \n", "2 19 1655 19 1655 16 719 25 \n", "\n", " floor_15 \n", " num_spots count num_spots \n", "region_id \n", "0 2637 37 2601 \n", "1 230 15 266 \n", "2 2159 25 2159 " ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "attr1, attr2 = \"count\", \"num_spots\"\n", "df = pandas.DataFrame(\n", " columns=pandas.MultiIndex.from_product(\n", " [[f\"floor_{i}\" for i in floor_range], [attr1, attr2]]\n", " ),\n", " index=range(3)\n", ")\n", "df.index.name = \"region_id\"\n", "for i in floor_range:\n", " col = f\"floor_{i}\"\n", " df[col, attr1] = chicago[[col, attr1]].groupby(by=col).count()[attr1]\n", " df[col, attr2] = chicago[[col, attr2]].groupby(by=col).sum()[attr2]\n", "df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Clustering on more than one variable\n", "\n", "First, let's isolate some of the variables in the dataset that are characterisitc of social vulnerability." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "ExecuteTime": { "end_time": "2023-01-09T17:25:07.868462Z", "start_time": "2023-01-09T17:25:07.865226Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:11:12.982110Z", "iopub.status.busy": "2023-12-10T19:11:12.981331Z", "iopub.status.idle": "2023-12-10T19:11:12.987238Z", "shell.execute_reply": "2023-12-10T19:11:12.985909Z", "shell.execute_reply.started": "2023-12-10T19:11:12.981966Z" } }, "outputs": [], "source": [ "attrs_name = [\n", " \"poverty\",\n", " \"crowded\",\n", " \"without_hs\",\n", " \"unemployed\",\n", " \"harship_in\",\n", " \"num_crimes\",\n", " \"num_theft\"\n", "]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Not all values are available in all communities for each variable, so we'll set those to 0." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "ExecuteTime": { "end_time": "2023-01-09T17:25:07.876170Z", "start_time": "2023-01-09T17:25:07.871218Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:11:12.989117Z", "iopub.status.busy": "2023-12-10T19:11:12.988470Z", "iopub.status.idle": "2023-12-10T19:11:12.995762Z", "shell.execute_reply": "2023-12-10T19:11:12.995178Z", "shell.execute_reply.started": "2023-12-10T19:11:12.989077Z" } }, "outputs": [], "source": [ "for i in attrs_name:\n", " chicago[i] = chicago[i].fillna(0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we'll see how regionalization results differ when increasing `n_clusters` from 3 to 7 by increments of 1 while considering the 7 social vulnerability variables." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "ExecuteTime": { "end_time": "2023-01-09T17:25:07.881960Z", "start_time": "2023-01-09T17:25:07.877783Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:11:12.997371Z", "iopub.status.busy": "2023-12-10T19:11:12.996891Z", "iopub.status.idle": "2023-12-10T19:11:13.002092Z", "shell.execute_reply": "2023-12-10T19:11:13.001466Z", "shell.execute_reply.started": "2023-12-10T19:11:12.997342Z" } }, "outputs": [ { "data": { "text/plain": [ "[3, 4, 5, 6, 7]" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "n_clusters_range = [3, 4, 5, 6, 7]\n", "n_clusters_range" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For each regionalization run we will hold the other parameters constant." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "ExecuteTime": { "end_time": "2023-01-09T17:25:07.886114Z", "start_time": "2023-01-09T17:25:07.883410Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:11:13.003429Z", "iopub.status.busy": "2023-12-10T19:11:13.003094Z", "iopub.status.idle": "2023-12-10T19:11:13.007283Z", "shell.execute_reply": "2023-12-10T19:11:13.006384Z", "shell.execute_reply.started": "2023-12-10T19:11:13.003408Z" } }, "outputs": [], "source": [ "floor, trace, islands = 8, True, \"increase\"\n", "spanning_forest_kwds = dict(\n", " dissimilarity=skm.manhattan_distances,\n", " affinity=None,\n", " reduction=numpy.sum,\n", " center=numpy.mean,\n", " verbose=False\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Solve." ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "ExecuteTime": { "end_time": "2023-01-09T17:25:08.366890Z", "start_time": "2023-01-09T17:25:07.888118Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:11:13.008747Z", "iopub.status.busy": "2023-12-10T19:11:13.008451Z", "iopub.status.idle": "2023-12-10T19:11:13.759317Z", "shell.execute_reply": "2023-12-10T19:11:13.758808Z", "shell.execute_reply.started": "2023-12-10T19:11:13.008725Z" } }, "outputs": [], "source": [ "for ncluster in n_clusters_range:\n", " model = spopt.region.Skater(\n", " chicago,\n", " w,\n", " attrs_name,\n", " n_clusters=ncluster,\n", " floor=floor,\n", " trace=trace,\n", " islands=islands,\n", " spanning_forest_kwds=spanning_forest_kwds\n", " )\n", " model.solve()\n", " chicago[f\"clusters_{ncluster}\"] = model.labels_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot results." ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "ExecuteTime": { "end_time": "2023-01-09T17:25:09.047109Z", "start_time": "2023-01-09T17:25:08.368848Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:11:13.760887Z", "iopub.status.busy": "2023-12-10T19:11:13.760452Z", "iopub.status.idle": "2023-12-10T19:11:14.528152Z", "shell.execute_reply": "2023-12-10T19:11:14.527347Z", "shell.execute_reply.started": "2023-12-10T19:11:13.760866Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 239, "width": 889 } }, "output_type": "display_data" } ], "source": [ "f, axarr = plt.subplots(1, len(n_clusters_range), figsize=(9, 7.5))\n", "for ix, clust in enumerate(n_clusters_range):\n", " label = f\"clusters_{clust}\"\n", " chicago.plot(column=label, ax=axarr[ix], cmap=\"tab20\")\n", " axarr[ix].set_title(label)\n", " axarr[ix].set_axis_off()\n", "plt.subplots_adjust(wspace=1, hspace=0.5)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When considering multiple related variables certain cores regions are present in all solutions.\n", "\n", "-----------------------------------" ] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:py312_spopt]", "language": "python", "name": "conda-env-py312_spopt-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": "3.12.0" } }, "nbformat": 4, "nbformat_minor": 4 }