{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Ward\n", "\n", "Author: [Xin Feng](https://github.com/xf37), [James Gaboardi](https://github.com/jGaboardi)\n", "\n", "This algorithm is an agglomerative clustering using ward linkage with a spatial connectivity constraint. Specifically, it is a \"bottom-up\" approach: each zone starts as its own cluster, and pairs of clusters are chosen to merge at each step in order to minimally increase a given linkage distance. Ward linkage refers to the variance of the clusters being merged. `Ward` algorithm in pysal/spopt is the function\n", "([sklearn.cluster.AgglomerativeClustering](https://scikit-learn.org/stable/modules/generated/sklearn.cluster.AgglomerativeClustering.html)) when the linkage criterion is ward. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2022-10-29T17:19:51.351098Z", "start_time": "2022-10-29T17:19:51.305637Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:13:53.671560Z", "iopub.status.busy": "2023-12-10T19:13:53.671050Z", "iopub.status.idle": "2023-12-10T19:13:53.711593Z", "shell.execute_reply": "2023-12-10T19:13:53.710838Z", "shell.execute_reply.started": "2023-12-10T19:13:53.671531Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: 2023-12-10T14:13:53.699494-05:00\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": "2022-10-29T17:19:53.680725Z", "start_time": "2022-10-29T17:19:51.354690Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:13:53.714116Z", "iopub.status.busy": "2023-12-10T19:13:53.713814Z", "iopub.status.idle": "2023-12-10T19:13:55.546446Z", "shell.execute_reply": "2023-12-10T19:13:55.545644Z", "shell.execute_reply.started": "2023-12-10T19:13:53.714090Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Watermark: 2.4.3\n", "\n", "geopandas: 0.14.1\n", "libpysal : 4.9.2\n", "spopt : 0.5.1.dev53+g5cadae7\n", "\n" ] } ], "source": [ "import geopandas\n", "import libpysal\n", "from libpysal.examples import load_example\n", "import spopt\n", "from spopt.region import WardSpatial\n", "\n", "%matplotlib inline\n", "%watermark -w\n", "%watermark -iv" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Airbnb Spots Clustering in Chicago\n", "\n", "To illustrate `Ward` we utilize data on Airbnb spots in Chicago, which can be downloaded from [libpysal.examples](https://pysal.org/notebooks/lib/libpysal/Example_Datasets.html).\n", "\n", "We can first explore the data by plotting the number of Airbnb spots in each community in the sample, using a quintile classification:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2022-10-29T17:19:53.945348Z", "start_time": "2022-10-29T17:19:53.685086Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:13:55.548321Z", "iopub.status.busy": "2023-12-10T19:13:55.547766Z", "iopub.status.idle": "2023-12-10T19:13:55.555516Z", "shell.execute_reply": "2023-12-10T19:13:55.554700Z", "shell.execute_reply.started": "2023-12-10T19:13:55.548293Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "load_example(\"AirBnB\")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2022-10-29T17:19:54.416285Z", "start_time": "2022-10-29T17:19:53.947856Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:13:55.557343Z", "iopub.status.busy": "2023-12-10T19:13:55.556956Z", "iopub.status.idle": "2023-12-10T19:13:56.060021Z", "shell.execute_reply": "2023-12-10T19:13:56.059322Z", "shell.execute_reply.started": "2023-12-10T19:13:55.557321Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 682, "width": 562 } }, "output_type": "display_data" } ], "source": [ "pth = libpysal.examples.get_path(\"airbnb_Chicago 2015.shp\")\n", "chicago = geopandas.read_file(pth)\n", "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": [ "## Regionalization\n", "\n", "With `Ward`, we can aggregate these 77 communities into 5 clusters. During the merging process, the variance of the clusters is minimized." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We first define the variable that will be used to measure the variance of clusters. The variable is the number of Airbnb spots in each community in this case." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2022-10-29T17:19:54.422384Z", "start_time": "2022-10-29T17:19:54.418919Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:13:56.061949Z", "iopub.status.busy": "2023-12-10T19:13:56.061370Z", "iopub.status.idle": "2023-12-10T19:13:56.065701Z", "shell.execute_reply": "2023-12-10T19:13:56.064854Z", "shell.execute_reply.started": "2023-12-10T19:13:56.061919Z" } }, "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 `Ward` model." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A [spatial weights object](https://pysal.org/libpysal/tutorial.html) describes the spatial connectivity of the spatial objects:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2022-10-29T17:19:54.672963Z", "start_time": "2022-10-29T17:19:54.424989Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:13:56.067410Z", "iopub.status.busy": "2023-12-10T19:13:56.066866Z", "iopub.status.idle": "2023-12-10T19:13:56.241055Z", "shell.execute_reply": "2023-12-10T19:13:56.240005Z", "shell.execute_reply.started": "2023-12-10T19:13:56.067380Z" } }, "outputs": [], "source": [ "w = libpysal.weights.Queen.from_dataframe(chicago, use_index=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The number of clusters that we would like to group these counties into:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2022-10-29T17:19:54.678609Z", "start_time": "2022-10-29T17:19:54.675471Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:13:56.245057Z", "iopub.status.busy": "2023-12-10T19:13:56.244724Z", "iopub.status.idle": "2023-12-10T19:13:56.248755Z", "shell.execute_reply": "2023-12-10T19:13:56.247943Z", "shell.execute_reply.started": "2023-12-10T19:13:56.245035Z" } }, "outputs": [], "source": [ "n_clusters = 5" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are also some optional parameters about clustering in ([sklearn.cluster.AgglomerativeClustering](https://scikit-learn.org/stable/modules/generated/sklearn.cluster.AgglomerativeClustering.html)). They can be added in the `Ward` function as a dictionary. In this example, we only use the default settings, you can define them as needed." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The model can then be solved:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2022-10-29T17:19:54.688819Z", "start_time": "2022-10-29T17:19:54.681587Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:13:56.249955Z", "iopub.status.busy": "2023-12-10T19:13:56.249550Z", "iopub.status.idle": "2023-12-10T19:13:56.258093Z", "shell.execute_reply": "2023-12-10T19:13:56.257403Z", "shell.execute_reply.started": "2023-12-10T19:13:56.249933Z" } }, "outputs": [], "source": [ "model = WardSpatial(chicago, w, attrs_name, n_clusters)\n", "model.solve()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2022-10-29T17:19:54.695707Z", "start_time": "2022-10-29T17:19:54.691647Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:13:56.260540Z", "iopub.status.busy": "2023-12-10T19:13:56.259693Z", "iopub.status.idle": "2023-12-10T19:13:56.265734Z", "shell.execute_reply": "2023-12-10T19:13:56.265099Z", "shell.execute_reply.started": "2023-12-10T19:13:56.260469Z" } }, "outputs": [], "source": [ "chicago[\"ward_new\"] = model.labels_" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2022-10-29T17:19:54.710276Z", "start_time": "2022-10-29T17:19:54.698971Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:13:56.266711Z", "iopub.status.busy": "2023-12-10T19:13:56.266475Z", "iopub.status.idle": "2023-12-10T19:13:56.279016Z", "shell.execute_reply": "2023-12-10T19:13:56.278465Z", "shell.execute_reply.started": "2023-12-10T19:13:56.266692Z" } }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " number\n", "ward_new \n", "0 3\n", "1 2\n", "2 3\n", "3 62\n", "4 7" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "chicago[\"number\"] = 1\n", "chicago[[\"ward_new\", \"number\"]].groupby(by=\"ward_new\").count()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2022-10-29T17:19:54.980012Z", "start_time": "2022-10-29T17:19:54.718047Z" }, "execution": { "iopub.execute_input": "2023-12-10T19:13:56.280581Z", "iopub.status.busy": "2023-12-10T19:13:56.280268Z", "iopub.status.idle": "2023-12-10T19:13:56.505634Z", "shell.execute_reply": "2023-12-10T19:13:56.504824Z", "shell.execute_reply.started": "2023-12-10T19:13:56.280562Z" } }, "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), column=\"ward_new\", categorical=True, edgecolor=\"w\"\n", ").axis(\"off\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The model solution results in five clusters, two of which have three communities, one with two, one with seven, and one with sixty-two communities. " ] } ], "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 }